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> ## traditional MM Likert outcome (coder race correlated w photos observed)
> ## only target photos used for analysis
> ##
> ## August 9, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(566414)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[(mydata$condition %in% c("P2B", "P2W") & mydata$R.race == "Black") | (mydata$condition %in% c("P1B", "P1W") & mydata$R.race == "White"),]
> 
> 
> 
> ## keep target responses and photo IDs but nothing else
> target.inds <- c(6, 7, 10, 12, 15, 17, 19, 20, 22, 23)
> keep.vars <- c(paste("X", target.inds, "_Q339", sep=""),
+                paste("X", target.inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:10), c(11:20)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> b1.M1.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.05,
+                          verbose=10000, seed=102518
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   4.61375
   0.82999
   2.91257
  -0.67495
   1.46515
   0.78081
   0.21883
  -1.82142
   2.14608
   1.42228
  -0.22038
   1.85463
  -0.87580
  -1.08244
   0.70429
   2.04465
   0.41032
  -1.31786
   0.26477
  -0.28815
   0.85474
   1.16879
   0.90386
   0.31645
  -3.24027
  -3.67081
  -2.61761
  -4.19476
  -1.85711
  -3.62463
  -4.23633
  -3.05385
  -4.35444
  -4.17478
  -3.50296
  -4.11127
  -5.27446
  -5.34532
  -4.52958
  -4.23864
  -3.68250
  -3.95772
  -4.11336
  -3.45267
  -4.43377
  -3.72195
  -3.06311
  -4.25817
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.60601
   0.96952
   2.87741
  -0.86850
   1.19135
   1.26842
   0.08151
  -2.14329
   1.54465
   0.85387
  -0.34969
   2.15827
  -0.79832
  -1.05745
   0.63752
   1.96134
   0.71656
  -1.48517
   0.60808
  -0.68984
   0.04924
   1.31084
   0.77101
   0.02111
  -4.19253
  -3.24299
  -2.88540
  -3.88413
  -2.16832
  -3.71859
  -4.44207
  -3.37501
  -4.63164
  -4.89107
  -3.71801
  -3.38273
  -5.41752
  -5.64982
  -4.23582
  -3.73020
  -4.10571
  -3.82707
  -4.08492
  -3.53793
  -4.41040
  -3.95940
  -2.96937
  -4.47614
Metropolis acceptance rate for gamma = 0.26367



MCMCoprobit iteration 20001 of 1050000 
beta = 
   5.11069
   0.34508
   2.94973
  -0.96905
   1.00743
   0.53841
  -0.06074
  -2.09273
   1.30649
   1.21682
  -0.91073
   1.69405
  -1.28394
  -1.37364
   0.23075
   1.52853
  -0.24699
  -1.64348
  -0.24612
  -0.69263
   0.16102
   0.79510
   1.03838
  -0.15245
  -4.48506
  -3.83994
  -3.42775
  -4.54462
  -2.32887
  -3.92263
  -4.85228
  -3.51891
  -4.60937
  -5.13959
  -4.56213
  -4.55841
  -5.70851
  -6.88215
  -4.79848
  -4.61458
  -4.41911
  -4.78434
  -4.29995
  -3.74995
  -5.05535
  -4.44253
  -3.41692
  -4.97759
Metropolis acceptance rate for gamma = 0.26079



MCMCoprobit iteration 30001 of 1050000 
beta = 
   4.37302
   1.41100
   3.07618
  -0.54827
   1.21712
   1.34148
   0.01774
  -1.65726
   1.77589
   1.67571
  -0.23965
   2.00148
  -0.84335
  -0.66586
   0.55822
   2.23895
   1.02330
  -1.19372
   0.97123
  -0.28620
   0.54849
   1.75814
   1.43479
   0.35086
  -3.59532
  -3.02798
  -2.59726
  -3.92080
  -2.14421
  -3.31046
  -4.02759
  -2.99731
  -4.18905
  -4.25853
  -4.20237
  -3.75256
  -4.82265
  -5.68809
  -4.67557
  -3.62940
  -2.89602
  -3.19794
  -3.65006
  -3.67191
  -4.54157
  -3.59842
  -3.21253
  -4.26693
Metropolis acceptance rate for gamma = 0.25676



MCMCoprobit iteration 40001 of 1050000 
beta = 
   4.74402
   0.61308
   2.36813
  -1.02203
   1.34927
   0.51213
   0.17166
  -1.98157
   1.29155
   0.79915
  -0.50747
   1.45310
  -0.88948
  -1.26407
   0.08319
   1.00570
   0.41584
  -1.30781
   0.41122
  -0.56486
  -0.19014
   0.94611
   0.94092
  -0.07828
  -3.85725
  -3.92014
  -2.71553
  -3.90849
  -1.89269
  -3.44970
  -4.33987
  -3.79490
  -4.58923
  -4.74453
  -3.51638
  -4.17683
  -5.03890
  -4.84815
  -4.90090
  -4.50469
  -3.48313
  -4.18900
  -4.15819
  -3.79907
  -4.24726
  -4.02693
  -2.74809
  -4.41064
Metropolis acceptance rate for gamma = 0.25694



MCMCoprobit iteration 50001 of 1050000 
beta = 
   4.61948
   1.10937
   2.70221
  -0.83750
   1.67083
   1.06091
  -0.07859
  -1.96329
   1.44493
   1.51740
  -0.45347
   2.03120
  -0.66132
  -1.06921
   0.41327
   1.79011
   0.72440
  -1.77883
   0.57136
  -0.57459
   0.70643
   1.08436
   1.09241
   0.04295
  -3.57797
  -3.35197
  -2.82765
  -3.96453
  -2.36214
  -3.18660
  -4.59447
  -3.06974
  -3.94151
  -4.82649
  -3.63443
  -3.97872
  -4.93906
  -5.23631
  -4.52709
  -4.09534
  -3.23415
  -3.86252
  -3.73478
  -3.50675
  -4.83833
  -3.81618
  -3.12038
  -4.42818
Metropolis acceptance rate for gamma = 0.25537



MCMCoprobit iteration 60001 of 1050000 
beta = 
   4.34853
   1.22609
   3.32422
  -0.12809
   1.56145
   0.95071
   0.58149
  -1.89104
   1.66626
   1.29874
  -0.21527
   2.30107
  -0.55725
  -1.04027
   0.63874
   2.17527
   0.68353
  -0.91357
   0.74379
   0.29507
   0.55595
   1.57833
   1.60762
   0.37561
  -3.47707
  -3.22698
  -2.56649
  -3.62197
  -1.87888
  -3.42275
  -4.15475
  -2.81884
  -4.30695
  -4.38923
  -3.57221
  -3.97120
  -5.19957
  -4.75322
  -4.39050
  -3.76866
  -3.12161
  -3.67413
  -3.85945
  -3.18933
  -4.28867
  -3.90262
  -2.19623
  -4.16088
Metropolis acceptance rate for gamma = 0.25635



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.42386
   0.93218
   3.00939
  -1.06593
   1.11989
   0.63552
   0.05252
  -1.77813
   1.61966
   0.70394
  -0.40194
   1.86420
  -0.31125
  -1.28391
   0.20203
   1.43864
   0.42460
  -1.47648
   0.36184
  -0.34486
   0.03860
   0.94973
   0.81739
   0.23141
  -3.41651
  -3.28865
  -2.91522
  -3.80152
  -2.50004
  -2.89088
  -4.35197
  -3.12600
  -3.92084
  -4.78185
  -3.69647
  -4.40669
  -4.99138
  -5.26955
  -4.74014
  -4.13174
  -3.50252
  -3.61190
  -3.90329
  -3.14920
  -4.52252
  -3.93695
  -2.69286
  -4.03473
Metropolis acceptance rate for gamma = 0.25644



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.56806
   1.55270
   2.93922
  -0.76118
   1.32749
   1.11770
  -0.11940
  -2.06388
   1.54807
   0.71147
  -0.44243
   2.26271
  -0.85881
  -0.87627
   0.41596
   2.18303
   0.55333
  -1.50948
  -0.17022
  -0.14413
   0.55010
   1.64101
   1.07506
   0.74008
  -3.54330
  -3.55745
  -2.53697
  -3.87872
  -2.33885
  -3.31164
  -4.57682
  -3.32995
  -3.98397
  -4.57188
  -4.09039
  -4.03770
  -5.33353
  -5.12736
  -4.45249
  -3.73261
  -3.95933
  -3.89416
  -3.70049
  -3.12761
  -4.24500
  -3.90906
  -2.90675
  -3.88532
Metropolis acceptance rate for gamma = 0.25560



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.35670
   1.23466
   3.19118
  -0.55057
   1.07077
   0.83207
   0.70647
  -2.25966
   1.08285
   1.18735
  -0.54838
   1.91741
  -0.42026
  -0.90730
   0.31265
   2.30400
   0.69810
  -0.92688
   0.27843
  -0.31971
   0.60351
   1.21570
   1.44246
   0.22669
  -3.41848
  -3.22338
  -2.85727
  -3.31642
  -2.25878
  -2.99737
  -3.90197
  -2.68930
  -3.84052
  -4.69151
  -3.23720
  -3.30018
  -5.05060
  -5.79425
  -4.55494
  -4.01968
  -3.60743
  -4.11597
  -3.77244
  -2.92417
  -3.89110
  -4.14808
  -2.57211
  -3.99586
Metropolis acceptance rate for gamma = 0.25622



MCMCoprobit iteration 100001 of 1050000 
beta = 
   4.20962
   1.09249
   3.11330
  -0.98969
   1.76170
   1.22605
   0.48124
  -1.03981
   1.50360
   1.19489
  -0.45353
   1.63568
  -0.71236
  -0.42015
   1.06359
   2.28167
   0.91554
  -0.94570
   0.71533
  -0.10152
   0.94373
   1.03928
   1.14904
   0.37887
  -3.25094
  -2.82938
  -2.29803
  -3.27431
  -1.67024
  -3.10420
  -4.44558
  -2.22055
  -3.65475
  -4.75495
  -3.33232
  -3.39766
  -4.94418
  -6.23770
  -4.11491
  -3.76885
  -3.08014
  -3.29295
  -3.82761
  -3.34633
  -4.27294
  -3.70669
  -2.74543
  -3.49203
Metropolis acceptance rate for gamma = 0.25540



MCMCoprobit iteration 110001 of 1050000 
beta = 
   5.00223
   0.68719
   2.46836
  -0.69354
   1.09121
   0.48375
  -0.40415
  -2.61440
   1.08757
   0.51994
  -1.23458
   1.26000
  -1.12964
  -1.67505
   0.17940
   1.36992
   0.32259
  -2.05843
  -0.25139
  -1.17551
   0.21679
   0.87422
   0.72730
  -0.47794
  -4.11836
  -4.12672
  -3.26047
  -4.53757
  -2.66736
  -4.29187
  -4.78971
  -3.44196
  -4.81756
  -5.11200
  -4.59993
  -4.68990
  -5.69243
  -6.33536
  -4.77178
  -4.46197
  -3.89997
  -4.46720
  -4.38160
  -4.06501
  -5.18355
  -4.50515
  -2.97096
  -4.78305
Metropolis acceptance rate for gamma = 0.25483



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.45366
   0.96205
   2.93320
  -0.46206
   1.24577
   0.78578
   0.18383
  -1.40031
   1.36307
   0.95355
  -0.39073
   1.72263
  -0.95016
  -0.63385
   0.53995
   1.44361
   0.02391
  -1.02068
   0.43640
  -0.02966
   0.70004
   1.10182
   1.49862
  -0.05391
  -2.88335
  -3.11663
  -2.60304
  -3.66923
  -1.70602
  -3.11612
  -4.27838
  -3.15360
  -3.97611
  -4.59785
  -3.58327
  -4.13736
  -4.77243
  -5.55913
  -4.28377
  -3.90025
  -3.51977
  -3.75445
  -3.74231
  -3.13294
  -4.46611
  -3.68169
  -2.52318
  -4.06485
Metropolis acceptance rate for gamma = 0.25472



MCMCoprobit iteration 130001 of 1050000 
beta = 
   4.28753
   1.31041
   3.29781
  -0.76697
   1.47507
   0.99344
   0.16254
  -1.81854
   2.06736
   1.42306
  -0.14928
   2.17043
  -1.02967
  -0.37343
   0.62531
   2.11152
   0.88271
  -1.19261
   0.27250
  -0.25911
   0.29232
   1.40605
   0.98202
   0.30474
  -3.55359
  -2.91233
  -2.87954
  -3.41761
  -1.70728
  -2.80007
  -3.94236
  -2.48614
  -4.15138
  -4.05856
  -3.32435
  -3.81538
  -4.86964
  -5.33518
  -4.67305
  -3.69017
  -3.44556
  -3.73416
  -3.60409
  -3.18662
  -4.08724
  -3.63353
  -2.83744
  -4.09353
Metropolis acceptance rate for gamma = 0.25522



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.43816
   0.81985
   2.99529
  -0.50448
   1.13765
   0.73486
  -0.24465
  -2.18992
   1.26065
   0.98440
  -0.71933
   1.58254
  -1.14270
  -1.13530
   0.24462
   1.18745
   0.09519
  -1.61181
   0.15022
  -0.85125
   0.04837
   0.66736
   0.55994
  -0.03012
  -3.68552
  -3.66332
  -2.60350
  -3.76353
  -2.23396
  -3.52551
  -3.84596
  -3.04352
  -4.24211
  -4.64434
  -3.66495
  -3.90862
  -4.90619
  -5.16933
  -4.40887
  -3.77117
  -3.04403
  -3.77328
  -3.69070
  -3.75250
  -5.09350
  -3.97372
  -2.79467
  -4.28530
Metropolis acceptance rate for gamma = 0.25521



MCMCoprobit iteration 150001 of 1050000 
beta = 
   4.58140
   0.93786
   2.80769
  -0.80050
   1.55286
   1.03373
   0.13380
  -1.90233
   1.62721
   1.42151
  -0.74470
   1.92196
  -1.04719
  -0.91784
   0.35603
   1.61991
   0.65317
  -1.24398
   0.33027
  -0.20090
   1.13913
   1.14008
   1.02195
   0.03338
  -4.04596
  -3.91842
  -2.82109
  -3.69623
  -2.62390
  -3.37742
  -4.38690
  -3.01259
  -4.29307
  -4.64372
  -3.48125
  -4.15256
  -4.96098
  -5.62580
  -5.00476
  -4.06012
  -3.39017
  -3.43775
  -3.79068
  -3.13879
  -4.70929
  -4.11730
  -2.69044
  -4.30235
Metropolis acceptance rate for gamma = 0.25534



MCMCoprobit iteration 160001 of 1050000 
beta = 
   4.29927
   0.74374
   2.90747
  -0.90028
   1.42355
   0.67861
   0.19897
  -1.78699
   1.65013
   1.30696
  -0.20236
   1.81324
  -0.70036
  -0.64269
   0.50653
   1.87772
   0.32348
  -0.91374
   0.46574
  -0.02612
   0.51560
   0.94764
   1.77142
   0.35833
  -3.54953
  -3.31328
  -2.67046
  -3.90474
  -1.95493
  -2.85944
  -4.05664
  -3.12757
  -4.11616
  -4.50422
  -3.18760
  -3.88094
  -4.96557
  -5.22646
  -4.45533
  -3.71205
  -3.72895
  -3.54703
  -3.74010
  -3.24843
  -4.22957
  -3.64844
  -2.32692
  -3.91393
Metropolis acceptance rate for gamma = 0.25530



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.72278
  -0.12638
   2.38372
  -0.82342
   1.22621
   0.68995
   0.06157
  -2.17844
   1.65912
   1.15233
  -0.40322
   1.85735
  -0.84420
  -1.10387
   0.40962
   1.60686
   0.58348
  -1.36835
  -0.16552
  -0.13552
   0.04132
   1.14918
   0.66391
   0.22757
  -3.20370
  -3.49822
  -3.08480
  -4.09988
  -2.20168
  -3.27244
  -4.36975
  -3.13658
  -4.28820
  -4.70801
  -3.60285
  -4.16477
  -5.02354
  -5.19690
  -4.67770
  -4.32472
  -3.00082
  -3.63623
  -3.97026
  -3.77951
  -4.64710
  -4.07572
  -2.76666
  -4.09584
Metropolis acceptance rate for gamma = 0.25557



MCMCoprobit iteration 180001 of 1050000 
beta = 
   4.37658
   1.45955
   3.20477
  -0.65541
   1.56575
   0.90060
   0.18487
  -1.51743
   1.83825
   1.17537
  -0.26573
   1.94480
  -0.56081
  -0.63355
   0.75138
   2.08295
   0.31772
  -1.32049
   0.04542
  -0.09977
  -0.13071
   1.08897
   1.41044
   0.02500
  -3.39323
  -3.18000
  -2.78458
  -3.77684
  -2.23064
  -3.25980
  -4.14119
  -2.89121
  -3.77987
  -4.58853
  -3.24429
  -3.77605
  -5.21003
  -4.81291
  -4.61466
  -4.01015
  -3.40225
  -3.99090
  -3.92626
  -3.35806
  -4.46369
  -4.19147
  -2.17323
  -4.11726
Metropolis acceptance rate for gamma = 0.25548



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.53786
   0.29099
   2.93068
  -1.20367
   1.69730
   1.00668
  -0.49626
  -2.18511
   1.23101
   1.17411
  -0.79349
   1.57752
  -1.07948
  -0.97057
   0.52382
   1.59309
   0.78499
  -1.74218
   0.05624
  -0.59646
   0.35200
   1.31084
   1.38609
  -0.06616
  -3.18638
  -3.78199
  -3.10347
  -3.81154
  -2.38154
  -3.41460
  -4.61800
  -3.44315
  -4.58149
  -4.93787
  -3.94324
  -3.98157
  -5.49647
  -5.25401
  -4.96476
  -4.05013
  -3.99614
  -3.64177
  -3.48417
  -3.23636
  -4.95160
  -4.25142
  -2.95453
  -4.46378
Metropolis acceptance rate for gamma = 0.25529



MCMCoprobit iteration 200001 of 1050000 
beta = 
   4.29318
   0.66561
   2.70522
  -0.66452
   1.43960
   1.05904
  -0.12963
  -2.06869
   1.68183
   1.68837
  -0.77653
   2.36707
  -0.84872
  -0.90631
   0.67781
   2.29014
   0.86205
  -1.01980
   0.26023
  -0.62043
   0.70559
   1.29683
   1.03088
   0.13062
  -3.36105
  -3.00565
  -2.43439
  -3.45418
  -2.12067
  -3.02111
  -4.02591
  -2.95078
  -4.49278
  -4.35978
  -3.72487
  -3.92221
  -4.88096
  -5.39328
  -4.38415
  -3.91230
  -3.06043
  -3.70645
  -4.15054
  -3.65312
  -3.94810
  -3.42264
  -2.51978
  -3.86999
Metropolis acceptance rate for gamma = 0.25512



MCMCoprobit iteration 210001 of 1050000 
beta = 
   4.70167
   1.06270
   2.86994
  -1.25391
   1.60336
   0.76355
   0.22677
  -2.06106
   1.35205
   0.96608
  -0.80936
   1.86766
  -1.21848
  -1.45222
   0.45342
   2.06186
   0.47860
  -1.33532
   0.13221
  -0.81800
  -0.32853
   1.11745
   1.49758
   0.40116
  -3.48701
  -3.38633
  -3.20261
  -3.71589
  -2.82104
  -3.38165
  -4.61437
  -3.44850
  -4.22528
  -4.49190
  -3.80463
  -4.07795
  -5.38469
  -5.84227
  -4.92433
  -3.88530
  -3.34934
  -4.06960
  -4.86154
  -3.66351
  -4.08006
  -4.08791
  -2.95874
  -4.15208
Metropolis acceptance rate for gamma = 0.25526



MCMCoprobit iteration 220001 of 1050000 
beta = 
   4.44486
   1.06482
   2.98772
  -0.71302
   1.32105
   0.92225
   0.31593
  -1.71805
   1.53304
   1.37495
  -0.20460
   2.53607
  -0.98768
  -0.99045
   0.50706
   2.16359
   0.65961
  -1.54080
   0.38640
  -0.55856
   0.46704
   1.45512
   1.32071
   0.33323
  -3.51506
  -3.31026
  -2.77080
  -3.98359
  -2.25032
  -3.28115
  -4.35344
  -2.45641
  -3.99893
  -4.41470
  -3.78933
  -4.09515
  -4.75821
  -5.10373
  -4.20163
  -4.02331
  -3.50991
  -3.58261
  -4.31767
  -3.69082
  -4.31985
  -3.88386
  -2.66160
  -3.83105
Metropolis acceptance rate for gamma = 0.25547



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.85825
   0.82778
   2.71484
  -1.00743
   1.24928
   1.16541
   0.36598
  -2.34716
   1.48993
   0.56269
  -0.28227
   1.35648
  -0.92723
  -1.02024
   0.28601
   1.05430
   0.53591
  -1.58446
  -0.29120
  -0.83634
   0.03428
   1.03576
   0.84630
   0.16711
  -4.14435
  -3.80867
  -3.00242
  -4.06664
  -2.82351
  -3.32697
  -4.37979
  -3.33560
  -4.47651
  -4.78225
  -3.86011
  -4.56969
  -5.35582
  -6.26653
  -4.80250
  -4.37043
  -3.45190
  -3.88967
  -4.28150
  -4.02773
  -4.99714
  -4.10500
  -2.88691
  -4.64662
Metropolis acceptance rate for gamma = 0.25497



MCMCoprobit iteration 240001 of 1050000 
beta = 
   4.51422
   1.04764
   3.14752
  -1.55634
   1.19456
   0.62348
  -0.03659
  -1.95111
   1.19896
   0.79807
  -0.21958
   2.34200
  -1.06511
  -1.01314
   0.42032
   1.86231
   0.18017
  -1.30205
   0.71346
  -0.55040
   0.17003
   1.04012
   0.71807
   0.03162
  -3.41778
  -3.66289
  -3.02188
  -3.67998
  -2.30168
  -3.18237
  -4.50472
  -3.30536
  -4.13816
  -4.21118
  -3.79414
  -4.32785
  -5.55469
  -5.11830
  -5.24651
  -4.21323
  -3.87409
  -3.58395
  -4.10061
  -3.71761
  -4.77524
  -3.92409
  -2.79692
  -4.40192
Metropolis acceptance rate for gamma = 0.25481



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.30500
   0.66497
   3.08407
  -0.87553
   1.19873
   0.76164
  -0.12052
  -1.94735
   1.33353
   1.24458
  -0.04388
   2.15799
  -0.55122
  -0.85727
   0.38993
   1.84344
   1.03227
  -1.48875
   0.41014
  -0.04681
   0.81787
   0.96529
   1.51964
   0.23912
  -3.74615
  -3.28517
  -2.95640
  -3.40329
  -2.11662
  -3.18689
  -4.02768
  -2.41598
  -4.09059
  -4.39631
  -3.16924
  -3.67624
  -4.91226
  -5.66957
  -4.12911
  -4.00836
  -3.69966
  -2.91551
  -3.56652
  -3.87047
  -4.45251
  -3.59327
  -2.67100
  -4.38408
Metropolis acceptance rate for gamma = 0.25510



MCMCoprobit iteration 260001 of 1050000 
beta = 
   4.26843
   0.12708
   3.41757
  -1.13787
   1.07811
   1.23294
   0.34308
  -1.52224
   1.88118
   0.97099
  -0.50131
   2.02158
  -0.87749
  -0.52216
   0.70238
   1.97535
   0.57300
  -1.05562
   1.16187
  -0.22594
   0.81712
   1.12848
   1.67966
   0.07968
  -3.55035
  -2.88273
  -2.60255
  -3.36504
  -1.88811
  -3.18663
  -4.19589
  -2.74636
  -4.05092
  -4.34754
  -3.30190
  -3.61241
  -4.75537
  -4.69510
  -4.24541
  -3.55158
  -3.28275
  -3.70902
  -3.89225
  -3.42249
  -4.11955
  -3.34335
  -2.30612
  -4.12883
Metropolis acceptance rate for gamma = 0.25506



MCMCoprobit iteration 270001 of 1050000 
beta = 
   4.72838
   0.34621
   2.96100
  -1.63902
   1.49290
   0.52034
  -0.15231
  -1.92266
   1.39084
   0.98487
  -1.11169
   1.78750
  -0.84214
  -1.27299
   0.38929
   1.46111
  -0.11682
  -1.72875
   0.35637
  -0.25375
   0.32043
   0.90647
   1.11684
  -0.25823
  -4.64886
  -3.70841
  -3.38446
  -4.05387
  -2.59564
  -3.79802
  -4.64396
  -3.24047
  -4.51972
  -5.01134
  -3.68293
  -3.91691
  -5.28744
  -5.44401
  -4.59953
  -4.25794
  -4.08652
  -4.13017
  -4.22147
  -3.34723
  -4.88930
  -4.08798
  -3.08154
  -4.23670
Metropolis acceptance rate for gamma = 0.25547



MCMCoprobit iteration 280001 of 1050000 
beta = 
   4.62742
   0.66406
   2.28630
  -0.94099
   1.30670
   0.39437
  -0.43521
  -2.08750
   1.66259
   1.07845
  -1.06898
   1.91587
  -0.65623
  -1.46621
   0.52575
   1.83745
   0.18991
  -1.51764
   0.24993
  -0.42539
   0.13186
   0.72353
   1.17698
  -0.14832
  -3.72135
  -3.46567
  -3.39790
  -4.01249
  -2.29619
  -3.65050
  -4.51179
  -3.32091
  -4.41396
  -5.21003
  -3.65118
  -4.18560
  -5.17946
  -5.98860
  -4.97084
  -4.15306
  -3.31802
  -4.25202
  -4.31690
  -3.36909
  -4.56480
  -4.07030
  -3.05731
  -4.05337
Metropolis acceptance rate for gamma = 0.25535



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.88271
   1.08631
   2.40804
  -1.37920
   1.12426
   0.50920
  -0.28705
  -2.22584
   1.23959
   0.77844
  -0.36492
   1.45514
  -1.45826
  -0.87445
   0.17920
   1.36345
   0.71385
  -1.73349
  -0.12884
  -0.81400
   0.36403
   0.99412
   0.98420
   0.08379
  -3.82569
  -3.87847
  -3.30968
  -3.82098
  -2.44196
  -3.73523
  -4.22311
  -3.06009
  -4.47988
  -4.91321
  -4.07455
  -4.33274
  -5.27455
  -5.90131
  -5.13170
  -3.67282
  -4.36277
  -3.87992
  -4.40659
  -4.25323
  -4.73181
  -4.13750
  -3.31539
  -4.43939
Metropolis acceptance rate for gamma = 0.25561



MCMCoprobit iteration 300001 of 1050000 
beta = 
   4.51966
   1.10383
   3.39714
  -0.71402
   1.68922
   1.18262
   0.01573
  -2.33558
   1.32501
   0.99335
  -0.46310
   1.79041
  -0.37731
  -1.04378
   0.18721
   1.59933
   0.75855
  -1.67739
   0.00169
  -0.55256
   0.33720
   1.29067
   1.04244
   0.08788
  -3.15246
  -3.31960
  -3.06703
  -3.62692
  -2.22627
  -3.47706
  -4.56634
  -3.19547
  -4.03415
  -4.55202
  -3.69653
  -4.21480
  -5.57711
  -5.70766
  -5.12014
  -4.20032
  -3.67271
  -4.09054
  -3.98017
  -3.61211
  -4.48851
  -3.92041
  -2.88810
  -4.17460
Metropolis acceptance rate for gamma = 0.25549



MCMCoprobit iteration 310001 of 1050000 
beta = 
   4.75633
   0.89677
   3.23894
  -0.73419
   0.94148
   0.84707
   0.51497
  -2.19918
   1.32338
   0.84782
  -0.86840
   2.16520
  -0.91740
  -1.24407
   0.41767
   1.65681
   0.06596
  -1.40292
   0.37040
  -0.66300
   0.77462
   1.13803
   0.58963
   0.06037
  -3.78659
  -3.57975
  -2.82982
  -3.81586
  -2.61813
  -3.66371
  -4.62716
  -3.39028
  -4.29112
  -5.01491
  -4.06539
  -3.74422
  -4.91930
  -5.09371
  -4.94327
  -3.92420
  -3.63403
  -4.07875
  -4.36284
  -3.71503
  -4.83981
  -4.35702
  -2.63689
  -3.99899
Metropolis acceptance rate for gamma = 0.25565



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.31497
   1.46141
   2.98242
  -0.59635
   1.74627
   1.41323
   0.34481
  -1.75144
   2.03504
   1.22037
  -0.31747
   2.00102
  -0.49394
  -0.43654
   0.68614
   2.55958
   0.86491
  -0.67740
   0.58677
  -0.12909
   0.78511
   1.56724
   1.84445
   0.30805
  -3.42566
  -3.14981
  -2.68401
  -3.76530
  -1.70542
  -3.14455
  -3.49160
  -2.88146
  -3.68660
  -4.52710
  -3.57686
  -3.78141
  -4.90637
  -5.70355
  -4.14913
  -3.73943
  -3.33387
  -3.24949
  -4.05512
  -3.65586
  -4.41725
  -3.19405
  -2.44806
  -3.98842
Metropolis acceptance rate for gamma = 0.25585



MCMCoprobit iteration 330001 of 1050000 
beta = 
   5.09491
   0.23087
   2.26973
  -1.63638
   0.87243
   0.78078
  -0.82018
  -2.43478
   1.03360
   0.63846
  -1.03366
   1.38461
  -1.06262
  -1.25481
  -0.01654
   1.15900
   0.23859
  -1.75887
  -0.31628
  -0.56595
  -0.22587
   0.31031
   0.11234
  -0.24792
  -4.04376
  -3.77853
  -3.00179
  -4.28021
  -2.53705
  -3.97029
  -4.83585
  -3.53076
  -4.86958
  -5.44408
  -4.36642
  -4.58992
  -5.88706
  -6.26753
  -4.89031
  -4.59528
  -4.17477
  -4.30946
  -4.41006
  -4.48436
  -4.90368
  -4.66214
  -3.58517
  -4.49004
Metropolis acceptance rate for gamma = 0.25588



MCMCoprobit iteration 340001 of 1050000 
beta = 
   4.40010
   1.51295
   3.39188
  -0.68215
   1.90665
   1.13328
  -0.00427
  -1.48350
   1.54558
   1.75740
  -0.47023
   2.22166
  -0.52271
  -0.61809
   0.68638
   2.22910
   0.82029
  -1.28193
   0.59623
   0.16800
   0.41830
   1.59822
   1.41862
   0.17390
  -3.18263
  -3.03084
  -2.34237
  -3.86838
  -2.60082
  -3.64197
  -4.45213
  -3.14954
  -3.98000
  -4.41808
  -3.36163
  -3.79360
  -4.83069
  -5.27285
  -4.48016
  -4.06940
  -3.44475
  -3.25220
  -3.99581
  -3.42862
  -4.19506
  -4.19378
  -2.69119
  -3.95966
Metropolis acceptance rate for gamma = 0.25570



MCMCoprobit iteration 350001 of 1050000 
beta = 
   4.75171
   0.72977
   2.91640
  -0.83944
   1.32875
   0.49086
  -0.16577
  -1.92886
   1.38836
   1.09882
  -0.25852
   1.61097
  -1.06961
  -1.07060
   0.16394
   1.62954
  -0.14301
  -1.02993
   0.72651
  -0.50794
  -0.15298
   1.37036
   0.91517
   0.01586
  -3.75865
  -3.22508
  -3.26657
  -3.68055
  -2.17713
  -3.20895
  -4.52774
  -2.77134
  -4.70240
  -4.71663
  -3.59647
  -4.23248
  -5.50451
  -5.56737
  -4.40125
  -4.00006
  -3.35251
  -4.10642
  -4.15362
  -4.06980
  -4.84302
  -4.46753
  -2.82424
  -4.27874
Metropolis acceptance rate for gamma = 0.25578



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.90708
   0.55051
   2.92198
  -1.43553
   1.06092
   0.75546
  -0.16058
  -2.37911
   1.49108
   0.88639
  -0.73607
   1.49409
  -1.24421
  -1.19334
   0.22637
   1.81555
   0.20411
  -1.74597
   0.26986
  -0.54354
   0.14982
   0.65486
   0.96391
  -0.07218
  -4.43758
  -3.63036
  -3.19522
  -4.05829
  -2.01420
  -3.75246
  -4.49747
  -3.42870
  -4.47572
  -5.02098
  -4.26468
  -4.47537
  -5.54773
  -6.18406
  -4.82172
  -4.92328
  -4.19811
  -4.48857
  -5.06730
  -3.61759
  -4.92987
  -4.40639
  -3.69503
  -4.76444
Metropolis acceptance rate for gamma = 0.25582



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.69622
  -0.16805
   2.29260
  -1.02508
   0.79877
   0.46386
  -0.06491
  -2.44092
   1.37969
   1.26893
  -1.02516
   1.61972
  -0.77407
  -1.57150
   0.39758
   1.69140
  -0.15508
  -1.32988
   0.05668
  -0.60364
   0.35382
   0.72949
   0.88808
  -0.22795
  -3.90311
  -3.36154
  -3.07037
  -4.10206
  -2.44680
  -3.90942
  -4.46367
  -2.73598
  -4.51077
  -4.46621
  -3.55463
  -3.75246
  -5.39961
  -5.27731
  -5.07672
  -3.96118
  -3.60718
  -4.27199
  -4.27339
  -3.43256
  -4.85224
  -4.51448
  -3.08899
  -4.46228
Metropolis acceptance rate for gamma = 0.25568



MCMCoprobit iteration 380001 of 1050000 
beta = 
   4.75935
   1.13595
   2.74170
  -1.19426
   1.67290
   0.56483
  -0.25541
  -2.12267
   1.45600
   0.62075
  -0.73336
   1.96836
  -0.98182
  -1.27146
   0.50244
   0.88566
   0.31129
  -1.37172
   0.53797
  -0.79178
   0.31312
   0.76210
   0.92294
   0.08729
  -4.06270
  -3.59861
  -2.87300
  -4.21386
  -2.29381
  -3.32864
  -4.57719
  -2.59311
  -4.65986
  -5.03157
  -4.00430
  -4.39117
  -5.28066
  -6.15980
  -5.27169
  -4.29650
  -3.57154
  -3.87019
  -4.63079
  -3.87973
  -4.85835
  -4.49727
  -2.91269
  -4.16522
Metropolis acceptance rate for gamma = 0.25559



MCMCoprobit iteration 390001 of 1050000 
beta = 
   4.26265
   1.34399
   3.58602
  -0.93086
   1.93643
   1.18196
   0.49423
  -2.13090
   1.67884
   1.46208
  -0.15619
   2.11091
  -0.34721
  -0.85853
   0.76875
   2.01723
   1.09504
  -1.21158
   0.75944
   0.01752
   0.96775
   1.27612
   1.59668
   0.65743
  -2.89646
  -3.04794
  -2.53670
  -3.31260
  -2.09604
  -3.08586
  -3.68959
  -2.42598
  -4.10119
  -4.17274
  -3.41669
  -3.95975
  -5.01672
  -4.79955
  -4.65229
  -3.64517
  -3.45700
  -3.96061
  -3.68166
  -3.64526
  -3.88344
  -3.73405
  -2.55691
  -4.01033
Metropolis acceptance rate for gamma = 0.25537



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.38131
   0.66657
   2.95918
  -0.77162
   1.72074
   1.28163
   0.23599
  -1.71288
   2.14044
   1.23863
  -0.47595
   2.11852
  -0.69164
  -0.57362
   0.37533
   2.39101
   1.07410
  -1.07897
   0.71131
   0.27635
   0.80543
   1.39276
   1.56990
   0.58924
  -3.59417
  -3.05921
  -2.92702
  -3.57826
  -1.82929
  -3.21628
  -4.26136
  -2.81731
  -4.03164
  -4.60675
  -3.35078
  -3.69783
  -5.09212
  -5.03904
  -4.40996
  -3.61318
  -3.21038
  -3.74147
  -3.43943
  -3.36254
  -4.34903
  -4.09886
  -2.37298
  -3.95287
Metropolis acceptance rate for gamma = 0.25551



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.06893
   1.00154
   3.08937
  -0.57236
   1.09526
   1.22879
   0.50080
  -1.85292
   1.36767
   1.30353
  -0.34887
   1.86038
  -0.42528
  -0.90718
   0.83493
   2.03282
   0.43449
  -0.66814
   0.27126
  -0.21320
   0.34945
   1.19919
   1.15090
   0.16651
  -3.66666
  -3.23636
  -2.74838
  -3.08182
  -1.90584
  -2.53659
  -3.93935
  -2.71924
  -3.84866
  -3.96246
  -3.45227
  -3.85836
  -5.22078
  -5.41856
  -4.27908
  -3.87806
  -3.56474
  -3.37604
  -3.47524
  -3.35714
  -3.94144
  -3.28138
  -2.83198
  -3.65996
Metropolis acceptance rate for gamma = 0.25535



MCMCoprobit iteration 420001 of 1050000 
beta = 
   4.54229
   1.58895
   2.94128
  -1.08229
   1.62729
   0.73676
   0.37308
  -1.76664
   1.65937
   1.40984
  -0.25729
   2.10365
  -0.85910
  -1.03449
   0.57524
   1.75963
   0.88499
  -1.30951
   0.37691
  -0.21954
   0.68987
   1.42251
   1.66292
   0.03441
  -3.06037
  -3.58655
  -2.68257
  -3.90734
  -2.22814
  -2.79993
  -4.55993
  -2.97582
  -4.02619
  -4.86240
  -3.74389
  -4.86124
  -5.39601
  -4.66998
  -4.72631
  -3.72775
  -3.65283
  -4.08424
  -4.05592
  -3.60850
  -4.98156
  -3.55070
  -2.77524
  -4.45520
Metropolis acceptance rate for gamma = 0.25544



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.60570
   1.11039
   2.94421
  -1.45317
   1.42685
   0.70325
   0.02006
  -2.33525
   1.47445
   1.13808
  -0.71771
   1.89913
  -0.90478
  -1.47261
   0.66039
   1.56149
   0.30567
  -0.99938
   0.44662
  -0.35220
   0.55538
   1.04305
   1.11047
   0.11329
  -3.64806
  -3.59390
  -3.16159
  -4.64003
  -2.24313
  -3.71458
  -4.52340
  -2.86362
  -4.49538
  -4.49138
  -4.03527
  -4.09519
  -5.39480
  -5.91119
  -4.57704
  -4.07109
  -3.55119
  -3.71147
  -3.70742
  -3.80362
  -4.33468
  -4.09497
  -3.03959
  -4.03878
Metropolis acceptance rate for gamma = 0.25535



MCMCoprobit iteration 440001 of 1050000 
beta = 
   4.63133
   0.80479
   2.91058
  -1.09278
   1.25506
   0.55624
   0.16883
  -2.36862
   1.29766
   1.10210
  -0.26770
   1.91629
  -0.46276
  -0.76927
   0.57658
   2.62722
   0.65605
  -0.97723
   0.48565
  -0.42686
   0.29599
   1.52391
   1.82576
  -0.02567
  -3.80852
  -3.55583
  -2.66312
  -3.85319
  -2.16145
  -3.51398
  -4.31314
  -3.42473
  -4.32953
  -4.73422
  -3.74072
  -4.38725
  -5.29431
  -5.25740
  -4.83098
  -4.22708
  -3.73099
  -4.38806
  -4.28579
  -3.79288
  -4.41435
  -3.66817
  -3.02491
  -4.51585
Metropolis acceptance rate for gamma = 0.25538



MCMCoprobit iteration 450001 of 1050000 
beta = 
   4.38482
   0.87090
   2.79761
  -1.04865
   1.46394
   0.78842
  -0.12541
  -1.71788
   1.57372
   0.93353
  -0.13421
   2.06471
  -0.85812
  -1.31551
   0.50580
   1.85121
   0.60297
  -1.16357
   0.12060
  -0.70219
   0.80536
   0.90696
   1.60071
   0.10406
  -3.29180
  -3.25168
  -2.65249
  -3.56259
  -1.85815
  -3.74314
  -4.28672
  -3.02007
  -3.86323
  -4.28572
  -3.50221
  -3.39301
  -5.25474
  -5.74048
  -4.76229
  -3.87905
  -3.43870
  -3.40822
  -3.40790
  -3.45402
  -4.26908
  -3.50912
  -2.06554
  -4.42048
Metropolis acceptance rate for gamma = 0.25533



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.36975
   1.19238
   3.59279
  -0.38827
   1.19048
   0.84980
  -0.06832
  -1.32181
   1.53773
   1.66098
   0.32601
   2.38078
  -0.59769
  -0.43992
   0.61054
   2.20743
   0.86674
  -0.74518
   0.89946
   0.30421
   0.83198
   1.43379
   1.07982
   0.31292
  -3.13101
  -2.92210
  -2.59270
  -3.75939
  -1.65293
  -3.55354
  -4.06722
  -3.28483
  -3.68952
  -4.75894
  -3.25649
  -3.82658
  -5.11561
  -5.52412
  -4.72527
  -4.26551
  -3.50297
  -3.73552
  -4.64054
  -3.75208
  -4.35275
  -3.80698
  -2.81824
  -3.52817
Metropolis acceptance rate for gamma = 0.25547



MCMCoprobit iteration 470001 of 1050000 
beta = 
   4.88428
   0.24373
   2.88212
  -1.68456
   0.57660
   0.23243
  -0.55705
  -2.40850
   1.18077
   0.57374
  -1.14119
   1.20124
  -1.57793
  -1.46454
   0.04827
   1.32621
   0.35611
  -1.73040
  -0.20025
  -0.94841
   0.03372
   0.37878
   0.53597
  -0.23174
  -4.16428
  -3.78464
  -3.32307
  -4.21799
  -2.43862
  -3.61114
  -4.67097
  -3.24470
  -4.55913
  -4.88585
  -4.04851
  -4.47892
  -5.53980
  -5.69578
  -5.06629
  -4.31989
  -4.07931
  -4.46480
  -4.16110
  -4.09920
  -5.04321
  -4.15755
  -3.22477
  -4.52559
Metropolis acceptance rate for gamma = 0.25556



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.52024
   0.49076
   2.77169
  -1.24593
   0.96849
   0.91487
  -0.55879
  -1.91151
   0.72734
   0.54492
  -0.88786
   1.37738
  -1.14112
  -1.22732
   0.11577
   1.43748
   0.87038
  -1.44785
  -0.21387
  -0.76972
   0.33175
   0.94352
   0.68100
  -0.17344
  -3.59339
  -3.62498
  -3.14639
  -4.10021
  -2.55088
  -3.69772
  -4.71610
  -2.68817
  -4.36338
  -4.63874
  -3.82930
  -3.95006
  -5.59583
  -4.88433
  -4.41225
  -4.32593
  -3.30537
  -4.10994
  -4.01102
  -3.07353
  -4.42563
  -3.72467
  -2.31518
  -4.04768
Metropolis acceptance rate for gamma = 0.25540



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.78403
   0.48573
   2.61427
  -1.36481
   1.22693
   0.44772
  -0.33655
  -1.82100
   1.55033
   0.87622
  -0.95274
   1.66242
  -1.14912
  -1.43371
   0.21580
   1.50489
   0.17768
  -1.62368
   0.38208
  -0.79805
   0.15611
   0.77343
   0.66882
   0.28238
  -4.10153
  -3.89884
  -3.27339
  -4.29211
  -2.61841
  -3.56891
  -4.47817
  -3.59315
  -4.71267
  -4.94322
  -4.05616
  -4.20674
  -6.01290
  -6.34865
  -4.94921
  -3.81921
  -3.88236
  -4.34217
  -4.25089
  -4.14484
  -4.08652
  -4.32362
  -2.99541
  -4.32612
Metropolis acceptance rate for gamma = 0.25520



MCMCoprobit iteration 500001 of 1050000 
beta = 
   4.68753
   0.52256
   2.93808
  -0.64927
   1.71583
   0.89410
   0.06018
  -1.77976
   1.53264
   0.92371
  -0.22275
   1.78551
  -0.73677
  -1.44613
   0.52730
   2.46253
   0.34501
  -1.56918
   0.13415
  -0.10324
   0.88786
   0.97586
   1.35005
   0.19631
  -3.57535
  -3.58692
  -2.90517
  -4.16155
  -2.50040
  -3.65789
  -4.17698
  -3.02837
  -3.89010
  -5.00713
  -3.76780
  -4.48795
  -4.90221
  -5.34756
  -4.92885
  -4.03091
  -3.70224
  -3.66709
  -3.83552
  -4.01033
  -4.37976
  -3.95503
  -2.69249
  -4.70295
Metropolis acceptance rate for gamma = 0.25525



MCMCoprobit iteration 510001 of 1050000 
beta = 
   4.41828
   0.85329
   3.19797
  -0.58872
   1.97998
   1.00763
   0.10138
  -2.03989
   2.14791
   1.31212
  -0.95521
   1.86449
  -0.89545
  -1.29363
   0.44725
   2.04173
   0.82059
  -0.96613
   0.19581
   0.09572
   0.24737
   1.62849
   1.02234
   0.44627
  -3.68710
  -3.31893
  -2.96032
  -3.88780
  -2.17580
  -3.51966
  -4.64365
  -3.28421
  -4.07910
  -4.29364
  -3.89421
  -3.84295
  -5.01771
  -6.00941
  -4.42932
  -4.13746
  -3.46021
  -3.57996
  -4.15655
  -3.02914
  -4.27473
  -3.89452
  -2.90662
  -3.87285
Metropolis acceptance rate for gamma = 0.25519



MCMCoprobit iteration 520001 of 1050000 
beta = 
   4.52151
   1.14510
   3.00745
  -1.26033
   1.69549
   0.86802
   0.46598
  -2.16492
   2.03889
   1.76175
  -0.61569
   2.02239
  -0.66953
  -1.05538
   0.55703
   1.85601
   0.79843
  -0.96417
   0.02208
  -0.33028
   0.68804
   1.39545
   0.98000
   0.05377
  -3.18310
  -3.45434
  -3.01800
  -4.03858
  -2.21121
  -3.85652
  -4.39941
  -3.15316
  -4.37188
  -5.13119
  -3.32589
  -4.08443
  -5.16734
  -5.32112
  -4.47385
  -4.41898
  -3.46853
  -3.94459
  -4.16981
  -3.74262
  -4.03736
  -3.25630
  -2.52605
  -4.11595
Metropolis acceptance rate for gamma = 0.25541



MCMCoprobit iteration 530001 of 1050000 
beta = 
   4.07538
   0.96378
   2.82629
  -0.50107
   1.57324
   0.96915
   0.24217
  -2.08190
   2.10672
   1.57702
  -0.03489
   2.19249
  -0.79083
  -1.08364
   0.28504
   1.88573
   0.87099
  -0.85396
  -0.01133
  -0.09749
   0.75476
   1.47854
   1.18793
   0.53350
  -3.25050
  -2.84979
  -2.99402
  -3.74453
  -2.00577
  -2.92767
  -3.97699
  -2.74365
  -3.61335
  -4.26346
  -3.14845
  -3.71526
  -5.14780
  -4.82925
  -3.97685
  -3.51493
  -3.49762
  -3.13786
  -3.32968
  -3.41870
  -3.97533
  -3.00050
  -2.22966
  -4.23426
Metropolis acceptance rate for gamma = 0.25537



MCMCoprobit iteration 540001 of 1050000 
beta = 
   4.38429
   0.84088
   3.12063
  -0.88034
   1.41167
   0.80177
   0.30012
  -1.95844
   2.05029
   1.48485
  -0.28566
   1.93679
  -0.58271
  -1.21902
   0.84509
   2.49121
   0.71643
  -1.51051
   0.47802
   0.00521
   0.66995
   1.69383
   1.46711
   0.23564
  -3.45927
  -3.36078
  -2.27135
  -4.07076
  -1.77913
  -3.12794
  -4.32939
  -2.77188
  -4.31619
  -4.60576
  -3.35917
  -3.52519
  -4.77812
  -5.16100
  -4.22749
  -3.98258
  -3.27249
  -3.82633
  -3.33032
  -3.54662
  -4.27842
  -4.18970
  -2.61685
  -4.03933
Metropolis acceptance rate for gamma = 0.25537



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.77273
   0.76079
   2.33385
  -1.24956
   0.93073
   0.43957
  -0.16030
  -2.12916
   1.14892
   0.87565
  -0.83284
   1.40644
  -1.07698
  -1.18169
   0.16623
   1.61635
   0.42114
  -1.09547
  -0.00624
  -0.66778
  -0.12403
   0.73510
   0.79158
   0.08091
  -3.68609
  -3.50344
  -2.96820
  -4.09746
  -2.42632
  -3.73943
  -4.59583
  -3.28489
  -4.83292
  -4.89657
  -3.78594
  -4.24597
  -5.73940
  -5.52888
  -4.60425
  -4.32565
  -3.97208
  -4.11975
  -4.03707
  -3.59526
  -4.64322
  -4.08833
  -3.06423
  -4.51548
Metropolis acceptance rate for gamma = 0.25526



MCMCoprobit iteration 560001 of 1050000 
beta = 
   4.25412
   1.18345
   2.71339
  -0.46956
   1.71671
   1.56674
   0.34284
  -1.33239
   1.90798
   1.77921
  -0.10914
   1.92087
  -0.54964
  -0.28938
   0.79764
   2.37140
   0.61359
  -0.81632
   0.54829
   0.18280
   0.69278
   1.69403
   1.94665
   0.51427
  -3.26039
  -3.04950
  -3.03346
  -3.57010
  -1.47047
  -3.39487
  -3.97454
  -2.72148
  -3.78636
  -4.23077
  -3.64150
  -4.05297
  -4.68662
  -5.71212
  -4.66471
  -3.59894
  -2.67110
  -3.40999
  -3.77868
  -3.26999
  -4.16862
  -3.57765
  -2.41373
  -3.86908
Metropolis acceptance rate for gamma = 0.25527



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.40397
   1.01034
   3.25800
  -1.19473
   1.16052
   1.01028
  -0.37876
  -1.90199
   1.60447
   1.61838
  -0.44952
   2.31345
  -0.88606
  -0.96958
   0.16093
   2.18103
   0.85132
  -1.25921
   0.84805
  -0.34108
   0.32922
   1.33816
   0.94618
  -0.12449
  -3.27550
  -3.64328
  -2.76629
  -3.49183
  -2.18215
  -3.34291
  -4.50168
  -2.79944
  -4.19346
  -3.92134
  -3.23797
  -3.95397
  -5.14834
  -5.20364
  -4.41213
  -3.96570
  -3.37644
  -3.80610
  -4.23876
  -3.42337
  -3.94755
  -3.79587
  -2.78603
  -4.26701
Metropolis acceptance rate for gamma = 0.25516



MCMCoprobit iteration 580001 of 1050000 
beta = 
   3.96093
   0.79418
   3.41133
  -0.36084
   2.56600
   1.28960
   0.34796
  -1.48301
   2.16919
   1.57438
  -0.07530
   2.44922
  -0.58418
  -0.42095
   1.13659
   2.68634
   1.18408
  -0.48503
   1.06113
   0.40795
   0.98017
   1.98051
   0.94402
   0.55986
  -3.01940
  -2.52571
  -2.56151
  -3.04226
  -1.78149
  -2.75955
  -3.26216
  -2.68385
  -3.84678
  -4.19688
  -3.07032
  -3.23119
  -4.88597
  -5.65817
  -4.06976
  -3.53740
  -2.97029
  -2.87885
  -3.80660
  -2.54990
  -3.52765
  -3.74692
  -2.28499
  -3.83940
Metropolis acceptance rate for gamma = 0.25513



MCMCoprobit iteration 590001 of 1050000 
beta = 
   4.93175
   0.64883
   3.03717
  -1.09284
   1.08019
   0.58870
  -0.16538
  -2.13959
   1.08430
   0.95805
  -0.62295
   1.59422
  -1.20357
  -1.21352
   0.02332
   1.40789
   0.27864
  -1.77305
   0.13136
  -0.71267
   0.44800
   0.75724
   0.73153
  -0.39327
  -3.85757
  -3.75631
  -3.56958
  -4.38612
  -2.06016
  -3.99721
  -4.91428
  -3.58660
  -4.95052
  -5.25230
  -4.33086
  -4.83323
  -5.80164
  -5.37585
  -4.84782
  -4.46615
  -4.42074
  -4.44405
  -4.78097
  -3.33751
  -4.79024
  -4.26460
  -3.44340
  -5.04163
Metropolis acceptance rate for gamma = 0.25531



MCMCoprobit iteration 600001 of 1050000 
beta = 
   4.24012
   0.47888
   3.09824
  -0.74683
   1.39721
   1.23588
   0.52278
  -1.87264
   2.01864
   1.06486
  -0.21662
   2.38164
  -0.89112
  -0.84366
   0.53902
   1.51721
   0.63323
  -1.34402
   0.02220
  -0.67951
   0.62872
   1.53051
   1.25927
   0.63732
  -3.16913
  -3.62601
  -2.82523
  -3.69006
  -1.97675
  -3.14101
  -3.46608
  -3.31917
  -3.98403
  -4.65063
  -3.26906
  -3.93531
  -4.84420
  -4.80628
  -4.49488
  -3.65415
  -3.61104
  -3.71944
  -3.68247
  -3.39334
  -4.22868
  -3.49658
  -2.61310
  -4.02972
Metropolis acceptance rate for gamma = 0.25542



MCMCoprobit iteration 610001 of 1050000 
beta = 
   4.06095
   1.11694
   2.90372
  -0.08716
   1.90144
   1.02931
   0.77170
  -1.49538
   1.67670
   1.38072
  -0.16843
   2.58214
  -0.30544
  -0.65070
   0.79739
   1.77321
   1.40776
  -0.91222
   0.77439
  -0.33357
   0.85367
   1.60537
   1.63866
   0.34909
  -2.92378
  -2.98360
  -2.53318
  -3.61659
  -1.92831
  -2.68494
  -3.97151
  -2.83022
  -3.43795
  -4.74717
  -3.63008
  -4.07406
  -4.32758
  -3.71123
  -4.08963
  -3.28181
  -3.31442
  -3.56219
  -3.42951
  -3.42456
  -4.20799
  -3.72010
  -2.73810
  -3.44324
Metropolis acceptance rate for gamma = 0.25536



MCMCoprobit iteration 620001 of 1050000 
beta = 
   4.45710
   1.37431
   2.75070
  -0.88357
   1.10182
   1.34114
   0.33141
  -1.88315
   1.95448
   1.62991
  -0.24986
   1.86061
  -0.64709
  -0.89805
   0.53728
   1.95621
   0.75517
  -1.47324
   0.18106
  -0.20208
   0.56231
   1.43993
   1.72655
   0.55318
  -3.77135
  -3.35542
  -2.74326
  -3.76449
  -1.81362
  -3.43683
  -4.30512
  -3.06739
  -4.41286
  -4.65913
  -3.90115
  -4.01215
  -4.95745
  -5.25075
  -4.45222
  -4.31899
  -3.13713
  -3.82288
  -3.91508
  -3.32993
  -4.14902
  -3.48796
  -2.36599
  -3.74897
Metropolis acceptance rate for gamma = 0.25544



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.79330
   0.23165
   3.07324
  -1.40369
   0.77330
   0.64036
  -0.49960
  -2.30056
   0.98143
   0.49393
  -0.72650
   1.57730
  -1.35629
  -1.65414
   0.26582
   1.48235
   0.09727
  -1.50859
  -0.32940
  -0.66445
   0.16567
   0.91823
   1.17477
  -0.14188
  -3.87650
  -3.93698
  -3.19295
  -4.10258
  -2.25756
  -3.76143
  -4.68443
  -3.53158
  -4.45420
  -5.23025
  -4.13837
  -4.26693
  -4.51926
  -5.01862
  -4.88790
  -4.39180
  -3.42285
  -4.12885
  -4.57418
  -3.42195
  -4.48754
  -4.12917
  -3.36443
  -4.53574
Metropolis acceptance rate for gamma = 0.25536



MCMCoprobit iteration 640001 of 1050000 
beta = 
   4.90723
   0.35854
   2.51342
  -0.96132
   1.32831
   0.58553
  -0.24953
  -2.04835
   1.08529
   1.00912
  -0.43864
   1.89246
  -1.00834
  -1.19393
   0.55837
   1.80045
   0.24717
  -1.56655
   0.24060
  -0.76924
   0.62783
   0.95382
   0.91009
   0.04409
  -3.68688
  -3.92106
  -3.67417
  -4.33536
  -2.04167
  -4.25199
  -4.72650
  -3.35375
  -4.92849
  -5.16500
  -4.28835
  -4.39197
  -5.65864
  -6.33218
  -5.01583
  -4.50403
  -3.40311
  -4.18334
  -4.11429
  -4.38910
  -5.21261
  -4.27323
  -3.01533
  -4.84499
Metropolis acceptance rate for gamma = 0.25540



MCMCoprobit iteration 650001 of 1050000 
beta = 
   4.45256
   0.93725
   3.47672
  -0.88287
   1.12489
   0.89693
  -0.09286
  -1.62041
   1.57750
   0.99542
  -0.49840
   2.09535
  -0.95318
  -1.15395
   0.64743
   1.95284
   1.02482
  -1.29350
   0.31189
  -0.36997
   0.61408
   1.23353
   1.25297
   0.27728
  -3.47867
  -3.21632
  -2.76380
  -3.82263
  -2.36722
  -3.16493
  -3.98078
  -2.92617
  -4.22055
  -4.72371
  -3.98647
  -3.53082
  -5.09296
  -5.23532
  -4.81779
  -3.98348
  -3.24601
  -4.06140
  -3.76873
  -3.59238
  -4.64401
  -3.55103
  -2.78793
  -4.21520
Metropolis acceptance rate for gamma = 0.25537



MCMCoprobit iteration 660001 of 1050000 
beta = 
   4.73870
   0.73472
   3.36431
  -1.01833
   1.11311
   1.07064
   0.16443
  -2.06072
   1.29742
   1.36555
  -0.92076
   1.94248
  -0.88292
  -1.14316
   0.47983
   2.06293
   0.80929
  -1.15419
   0.35511
  -0.44384
   0.43688
   1.09805
   1.14127
   0.62283
  -3.84349
  -3.37193
  -3.10332
  -4.38676
  -2.30462
  -3.40277
  -4.54364
  -3.20512
  -4.42694
  -5.16617
  -3.81586
  -3.34405
  -5.07135
  -6.00450
  -4.75620
  -4.18336
  -3.36395
  -4.11614
  -4.12520
  -3.27602
  -4.63134
  -4.04980
  -2.64584
  -4.43265
Metropolis acceptance rate for gamma = 0.25535



MCMCoprobit iteration 670001 of 1050000 
beta = 
   4.52565
   1.13940
   3.08287
  -0.38748
   1.43508
   1.22580
   0.01291
  -1.55672
   1.64188
   1.35741
  -0.18107
   2.75736
  -0.71549
  -0.91660
   0.55401
   1.53981
   1.16924
  -0.95425
   0.70084
  -0.27341
   0.52074
   1.46289
   1.44164
   0.22763
  -3.63616
  -3.54039
  -2.86378
  -3.87965
  -1.89533
  -3.31066
  -4.01181
  -3.05985
  -3.97165
  -4.35433
  -3.59053
  -4.47871
  -5.71743
  -5.10767
  -4.52171
  -3.78150
  -3.62572
  -3.81567
  -3.79614
  -3.05561
  -4.35706
  -4.28447
  -2.34337
  -4.33735
Metropolis acceptance rate for gamma = 0.25557



MCMCoprobit iteration 680001 of 1050000 
beta = 
   5.06581
   0.63039
   2.59403
  -1.21644
   0.85575
   0.23633
   0.08912
  -2.22679
   0.53111
   0.36417
  -0.60356
   1.50065
  -1.13955
  -0.95216
  -0.15381
   1.51489
  -0.18424
  -1.76920
  -0.53016
  -0.68562
   0.29422
   1.18686
   0.77448
  -0.47095
  -4.54734
  -3.89236
  -3.12617
  -4.82788
  -2.83440
  -3.42286
  -4.95922
  -3.88146
  -4.45491
  -5.13011
  -4.07843
  -4.52697
  -5.45469
  -6.36564
  -5.06289
  -4.69075
  -3.80412
  -4.12683
  -4.61888
  -4.78832
  -4.82155
  -4.02790
  -2.89816
  -4.77649
Metropolis acceptance rate for gamma = 0.25562



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.45887
   0.56932
   3.45464
  -0.81317
   1.32161
   0.99836
   0.02127
  -1.87476
   2.19669
   1.29550
  -0.90917
   2.43433
  -0.73995
  -0.31923
   0.55079
   1.86869
   0.72264
  -1.09112
   0.40290
  -0.30604
   0.31936
   1.38181
   1.40809
   0.51295
  -3.20038
  -3.11250
  -3.04091
  -3.53696
  -1.90065
  -3.56346
  -4.28624
  -2.99882
  -4.15699
  -4.50090
  -3.67385
  -3.94854
  -4.87927
  -5.78858
  -4.56824
  -4.04445
  -3.25252
  -3.57298
  -3.67864
  -3.26245
  -4.33742
  -3.89303
  -2.65439
  -4.02489
Metropolis acceptance rate for gamma = 0.25567



MCMCoprobit iteration 700001 of 1050000 
beta = 
   4.47425
   0.84372
   3.31563
  -0.95067
   1.10140
   1.14278
   0.01235
  -1.86582
   1.60210
   1.24914
  -0.62954
   1.79279
  -0.75089
  -1.06489
   0.26979
   1.65577
   0.48732
  -1.56441
   0.01725
  -0.55109
   0.21976
   1.53240
   0.67612
   0.23606
  -3.27484
  -3.52880
  -2.93960
  -4.08070
  -2.05139
  -3.26178
  -4.03006
  -3.34908
  -4.37850
  -4.33224
  -3.81596
  -4.47212
  -5.62522
  -4.99070
  -4.29363
  -4.22824
  -4.04836
  -3.98019
  -3.74728
  -3.40037
  -4.65099
  -4.07911
  -2.82236
  -3.95357
Metropolis acceptance rate for gamma = 0.25570



MCMCoprobit iteration 710001 of 1050000 
beta = 
   4.37814
   0.43734
   2.89460
  -0.43156
   1.51599
   0.75916
   0.65218
  -2.17792
   1.65454
   1.11805
  -0.47297
   1.74746
  -0.63764
  -0.99920
   0.64965
   1.57259
   0.39427
  -1.62108
   0.48627
  -0.07741
   0.39326
   1.42531
   1.03809
   0.45131
  -3.02165
  -3.38366
  -2.19026
  -3.79698
  -2.08155
  -2.86804
  -4.47451
  -2.46096
  -4.00137
  -4.60110
  -3.25546
  -3.97992
  -4.94511
  -5.75037
  -4.60096
  -3.60228
  -3.44010
  -3.80207
  -3.90084
  -3.46544
  -4.43764
  -3.71521
  -2.70285
  -3.93254
Metropolis acceptance rate for gamma = 0.25573



MCMCoprobit iteration 720001 of 1050000 
beta = 
   4.45528
   0.52146
   3.32957
  -0.61389
   1.51061
   0.73338
  -0.25543
  -1.98006
   1.66502
   1.11047
  -0.21411
   2.36115
  -0.82326
  -0.90746
   0.30140
   1.68004
   0.30180
  -1.32275
   0.53167
  -0.33686
   0.65142
   1.38844
   1.64600
   0.30542
  -3.54834
  -3.71261
  -3.07075
  -3.64870
  -1.63620
  -3.01116
  -3.67113
  -3.37189
  -4.16589
  -4.42184
  -3.53863
  -4.42053
  -4.62022
  -5.15470
  -4.50522
  -4.06151
  -3.50796
  -3.70130
  -4.05612
  -3.03841
  -4.32850
  -3.70293
  -2.51194
  -3.96959
Metropolis acceptance rate for gamma = 0.25556



MCMCoprobit iteration 730001 of 1050000 
beta = 
   4.72996
   0.52431
   2.73933
  -1.27630
   1.10996
   0.88637
  -0.15945
  -2.23571
   1.28556
   0.92259
  -1.02896
   1.84224
  -1.16145
  -0.93903
   0.33000
   1.44718
   0.09095
  -2.08017
   0.29525
  -0.84154
   0.63245
   1.47620
   0.94268
  -0.03048
  -3.98083
  -3.95213
  -3.57476
  -3.76373
  -2.17144
  -3.83878
  -4.47995
  -3.39695
  -4.64469
  -4.77567
  -4.09779
  -4.08330
  -4.85174
  -5.02877
  -4.29012
  -4.35464
  -3.68511
  -3.93222
  -4.07255
  -3.38321
  -4.69605
  -4.22614
  -3.29187
  -4.39155
Metropolis acceptance rate for gamma = 0.25577



MCMCoprobit iteration 740001 of 1050000 
beta = 
   4.73950
   0.44719
   2.65506
  -0.70717
   1.03499
   0.60666
  -0.02295
  -2.07285
   1.54321
   0.94876
  -0.73875
   1.71911
  -0.88064
  -1.28263
   0.46133
   1.51774
   0.61601
  -1.76636
  -0.06318
  -0.43480
   0.51757
   1.15855
   1.22417
   0.01742
  -3.62915
  -3.29393
  -3.12695
  -4.30859
  -2.34912
  -3.83772
  -4.18545
  -3.39232
  -4.65722
  -4.99202
  -3.94793
  -4.39674
  -5.33851
  -5.52854
  -4.40791
  -4.50905
  -3.48034
  -4.18527
  -4.28482
  -4.06068
  -4.49616
  -3.78308
  -3.41111
  -4.73443
Metropolis acceptance rate for gamma = 0.25580



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.13826
   0.97984
   2.95702
  -0.68688
   1.32163
   1.11718
   0.07953
  -1.29904
   1.61020
   1.66570
  -0.59425
   2.06248
  -0.70894
  -0.63313
   0.72769
   1.72010
   0.35596
  -1.17436
   0.52077
   0.05024
   0.85498
   1.61318
   1.33981
   0.64283
  -3.40546
  -3.29349
  -2.37941
  -3.58754
  -1.78780
  -2.78222
  -3.70232
  -2.95282
  -3.89312
  -3.80601
  -3.35869
  -4.06409
  -4.93925
  -5.26559
  -4.22403
  -3.39788
  -3.40882
  -3.51956
  -3.45510
  -3.34533
  -3.73698
  -3.55217
  -2.44831
  -3.54713
Metropolis acceptance rate for gamma = 0.25587



MCMCoprobit iteration 760001 of 1050000 
beta = 
   4.35153
   0.97676
   2.70294
  -0.99302
   1.19001
   0.56539
  -0.33559
  -2.28561
   1.68434
   0.70491
  -0.81585
   2.24168
  -0.58025
  -1.10881
  -0.06243
   1.39976
   0.61094
  -1.53477
   0.04728
  -0.95780
   0.38293
   0.63934
   1.16463
  -0.18547
  -3.48994
  -2.71853
  -3.57590
  -3.38061
  -2.38969
  -3.00714
  -4.06531
  -2.99338
  -4.33639
  -4.80135
  -3.71466
  -4.18286
  -4.77290
  -5.43931
  -4.30568
  -3.84329
  -3.81394
  -3.52187
  -4.04462
  -3.49475
  -4.35381
  -3.68565
  -2.50527
  -4.03041
Metropolis acceptance rate for gamma = 0.25572



MCMCoprobit iteration 770001 of 1050000 
beta = 
   4.71520
   0.83213
   2.73836
  -0.80420
   1.26494
   0.94784
  -0.03814
  -1.97156
   1.67934
   1.25398
  -0.37695
   1.59476
  -1.15133
  -1.05101
   0.60494
   1.64251
   0.58075
  -1.56319
   0.04118
  -0.40628
   0.18944
   1.44114
   0.72772
   0.67449
  -3.36157
  -3.37752
  -3.17606
  -3.81342
  -2.31404
  -3.43954
  -4.10025
  -3.13811
  -4.73823
  -5.06333
  -3.57578
  -3.91974
  -5.53985
  -6.01956
  -4.66174
  -4.13579
  -3.78261
  -3.93584
  -3.78315
  -3.81244
  -4.05567
  -4.08791
  -2.87480
  -4.61078
Metropolis acceptance rate for gamma = 0.25569



MCMCoprobit iteration 780001 of 1050000 
beta = 
   4.32549
   0.85714
   2.78828
  -0.43540
   1.85784
   1.31621
   0.33634
  -1.93657
   1.90957
   1.30422
  -0.14069
   1.93141
  -0.72348
  -0.93255
   0.72467
   2.01458
   0.85428
  -1.06997
   0.81047
  -0.47407
   0.59513
   1.39725
   1.75250
   0.46400
  -3.16953
  -3.12144
  -2.45096
  -3.55978
  -1.71049
  -2.94512
  -4.10632
  -2.80411
  -4.50785
  -5.00651
  -3.68679
  -3.50119
  -4.29641
  -5.47029
  -4.19605
  -3.76196
  -3.06587
  -3.35248
  -4.17046
  -3.39746
  -4.11382
  -3.34989
  -2.37126
  -3.44497
Metropolis acceptance rate for gamma = 0.25564



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.65078
   0.88980
   3.11747
  -0.94894
   1.49362
   0.74398
   0.00768
  -2.01227
   1.22079
   0.93330
  -0.43090
   1.67068
  -0.93713
  -0.94672
   0.57533
   1.77905
   0.93378
  -1.22860
   0.41024
  -0.69459
   0.73140
   1.38665
   0.97869
   0.01868
  -3.83929
  -3.55758
  -3.07951
  -4.09055
  -2.00949
  -3.58093
  -3.57156
  -3.33458
  -4.57771
  -4.60210
  -3.94551
  -4.05597
  -5.35856
  -4.83241
  -4.67362
  -4.23663
  -2.93194
  -3.84055
  -4.19316
  -3.52782
  -4.10592
  -4.01922
  -2.70398
  -4.53457
Metropolis acceptance rate for gamma = 0.25569



MCMCoprobit iteration 800001 of 1050000 
beta = 
   4.56340
   0.44977
   3.12894
  -1.32365
   1.48098
   0.57504
  -0.44468
  -1.88881
   1.63100
   0.96139
  -0.43887
   1.99927
  -0.87158
  -1.21086
   0.66347
   1.62937
   0.17140
  -1.35135
   0.32311
  -0.45781
   0.43259
   1.24335
   0.85312
   0.04459
  -4.14273
  -2.82832
  -2.99144
  -3.85492
  -2.49677
  -3.25790
  -4.25902
  -3.24271
  -3.95637
  -4.94707
  -3.55604
  -3.73468
  -5.25945
  -5.59536
  -4.48707
  -4.05878
  -3.80513
  -3.84396
  -4.01110
  -3.40729
  -4.52760
  -3.87943
  -2.67093
  -4.20551
Metropolis acceptance rate for gamma = 0.25567



MCMCoprobit iteration 810001 of 1050000 
beta = 
   4.81411
   0.47250
   2.70144
  -0.83094
   1.13243
   0.83972
   0.00346
  -2.32184
   1.33414
   1.41955
  -1.20952
   1.82761
  -1.02504
  -1.29203
   0.18285
   1.67946
   0.28183
  -1.31208
   0.14154
  -0.65425
   0.08811
   0.76158
   0.98084
   0.14484
  -3.95677
  -3.72989
  -2.90292
  -4.00651
  -2.46202
  -3.33121
  -4.49241
  -3.46060
  -4.24774
  -4.83171
  -3.53772
  -4.57942
  -5.36659
  -5.75320
  -4.60569
  -4.43358
  -3.82481
  -4.24071
  -4.66328
  -3.00366
  -4.54759
  -4.31474
  -2.96621
  -4.29946
Metropolis acceptance rate for gamma = 0.25565



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.60511
   0.84265
   3.34901
  -1.46914
   1.08363
   0.89823
  -0.12946
  -2.53313
   1.22911
   0.96732
  -0.64452
   1.77062
  -1.23011
  -1.41423
   0.31801
   1.48179
   0.06535
  -1.49349
   0.11292
  -0.63757
  -0.13934
   0.90514
   0.79930
  -0.16185
  -3.78367
  -3.30135
  -2.37644
  -3.52437
  -2.21301
  -3.38401
  -4.52473
  -3.37789
  -5.01783
  -4.73026
  -3.65144
  -4.32118
  -5.00535
  -6.21097
  -4.67184
  -3.81836
  -3.84142
  -4.02855
  -4.42725
  -3.12808
  -4.21706
  -4.20695
  -3.00281
  -4.28742
Metropolis acceptance rate for gamma = 0.25560



MCMCoprobit iteration 830001 of 1050000 
beta = 
   4.19078
   1.14606
   3.44895
  -0.37950
   2.15727
   1.17297
   0.35007
  -1.56881
   2.42354
   1.40901
  -0.37147
   3.08527
  -0.69225
  -0.43992
   0.79093
   2.60353
   0.94334
  -1.13119
   0.23801
   0.17615
   0.96127
   1.52677
   1.54872
   0.36161
  -3.59751
  -2.85483
  -2.52965
  -3.53197
  -2.44229
  -3.28802
  -4.03753
  -2.95812
  -4.07885
  -4.75174
  -3.59769
  -3.48442
  -5.07073
  -4.79317
  -4.48086
  -3.45119
  -3.17734
  -3.80073
  -3.89652
  -3.39530
  -3.96279
  -3.41543
  -2.48432
  -3.89288
Metropolis acceptance rate for gamma = 0.25569



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.95670
   0.22317
   3.61104
  -0.81699
   1.10009
   0.74935
   0.06156
  -2.29256
   1.49403
   1.29555
  -0.77768
   1.52744
  -1.41055
  -1.36442
   0.09466
   1.55472
   0.24746
  -1.88784
   0.32115
  -0.66166
   0.55126
   0.85880
   1.11067
   0.28873
  -3.91732
  -3.60788
  -3.52597
  -4.03621
  -2.30772
  -3.74541
  -4.76112
  -3.10862
  -4.88344
  -5.10690
  -4.20235
  -4.43339
  -5.54234
  -5.50016
  -4.79797
  -4.47344
  -3.38875
  -4.00958
  -4.56438
  -3.91358
  -5.20114
  -4.13372
  -3.09623
  -4.29766
Metropolis acceptance rate for gamma = 0.25565



MCMCoprobit iteration 850001 of 1050000 
beta = 
   4.36161
   1.22842
   3.29967
  -1.02605
   1.52670
   1.03925
  -0.10000
  -1.54865
   1.60686
   0.86443
  -0.32109
   1.83135
  -0.91405
  -0.80618
   0.68942
   1.35466
   0.78493
  -1.01991
   0.39692
  -0.05283
   0.54943
   1.26595
   1.52696
   0.04976
  -3.58843
  -3.08284
  -2.72190
  -3.73714
  -2.00939
  -3.19267
  -3.72349
  -3.03076
  -4.15494
  -4.70979
  -3.48929
  -4.11610
  -4.69576
  -5.65740
  -4.80201
  -3.73567
  -3.40643
  -3.95205
  -4.12868
  -3.47470
  -4.09186
  -3.51017
  -2.75073
  -4.02022
Metropolis acceptance rate for gamma = 0.25571



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.53255
   0.96974
   3.14393
  -0.56214
   1.13742
   0.64927
  -0.01978
  -1.85235
   1.53588
   0.89482
  -0.59824
   1.56083
  -0.80980
  -0.87628
   0.56454
   2.22967
   0.41678
  -1.69694
   0.25621
  -0.08226
   0.62367
   1.25389
   0.93160
  -0.01027
  -3.33319
  -3.49740
  -3.30045
  -3.88309
  -2.26026
  -3.13856
  -4.01236
  -3.23289
  -4.57500
  -4.47442
  -3.49759
  -3.99726
  -5.43583
  -6.04573
  -4.79039
  -3.73435
  -3.73103
  -3.77618
  -4.06826
  -3.25754
  -4.88797
  -3.94415
  -3.09654
  -4.26259
Metropolis acceptance rate for gamma = 0.25575



MCMCoprobit iteration 870001 of 1050000 
beta = 
   4.69731
   1.01390
   2.82738
  -0.85183
   1.57113
   0.75862
   0.10321
  -2.03985
   1.50207
   1.65688
  -0.53749
   2.34589
  -0.42072
  -0.89848
   0.78479
   1.79089
   0.88116
  -1.11111
   0.37590
  -0.45150
   0.71344
   1.47490
   1.38561
   0.35086
  -3.87466
  -3.26465
  -2.78193
  -4.01207
  -2.20495
  -3.49026
  -4.18413
  -3.12636
  -4.28804
  -4.99759
  -3.72455
  -4.08778
  -4.73959
  -5.03098
  -4.46796
  -4.26070
  -3.70914
  -3.91978
  -3.81219
  -3.56617
  -5.03165
  -4.04915
  -3.07389
  -4.49890
Metropolis acceptance rate for gamma = 0.25573



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.17440
   1.17896
   3.54786
  -0.17076
   2.32853
   1.73723
   0.32618
  -1.53734
   1.84011
   2.03315
   0.23550
   2.65650
  -0.42443
  -0.36864
   0.86296
   2.86709
   1.43204
  -0.90804
   1.47735
   0.43460
   0.98403
   1.85258
   1.72227
   0.44869
  -2.89019
  -2.93015
  -2.66875
  -3.14546
  -1.11701
  -2.94829
  -3.98848
  -2.70065
  -4.22460
  -4.16945
  -3.01186
  -3.42562
  -4.71821
  -5.65796
  -4.37355
  -4.06419
  -2.83536
  -3.21920
  -3.80298
  -3.10466
  -3.93731
  -3.68661
  -2.43268
  -3.83525
Metropolis acceptance rate for gamma = 0.25575



MCMCoprobit iteration 890001 of 1050000 
beta = 
   3.77302
   1.54118
   3.25607
  -0.57846
   1.63520
   1.29200
   0.53453
  -1.50157
   2.33383
   1.12873
  -0.22411
   2.55570
  -0.44330
  -0.71727
   0.41365
   2.12546
   0.72504
  -0.56684
   1.67555
   0.24309
   1.02440
   1.50137
   1.52459
   0.48116
  -3.36509
  -3.04978
  -1.73186
  -3.03986
  -1.78248
  -2.59412
  -3.47798
  -2.28384
  -3.29720
  -3.72943
  -3.37554
  -3.28054
  -4.44479
  -4.61611
  -3.68388
  -3.51611
  -2.79262
  -3.14722
  -2.99691
  -2.42807
  -3.29149
  -2.77735
  -1.99189
  -2.98360
Metropolis acceptance rate for gamma = 0.25576



MCMCoprobit iteration 900001 of 1050000 
beta = 
   4.37599
   1.17216
   3.02452
  -0.94867
   1.98483
   1.01940
   0.38702
  -1.40296
   1.43923
   0.98609
   0.06670
   2.25792
  -0.77385
  -0.75435
   0.60781
   1.74410
   0.49913
  -1.24517
   0.66973
  -0.33621
   0.63398
   1.24780
   1.34963
   0.34958
  -3.32820
  -3.20133
  -2.84022
  -3.50207
  -2.05325
  -3.19419
  -3.67142
  -3.03538
  -4.35671
  -4.77250
  -3.25723
  -4.00867
  -5.01428
  -4.83736
  -4.29769
  -3.56484
  -3.65237
  -3.40033
  -3.63365
  -3.44502
  -3.71579
  -4.14867
  -2.36299
  -4.21797
Metropolis acceptance rate for gamma = 0.25588



MCMCoprobit iteration 910001 of 1050000 
beta = 
   4.71671
   1.05716
   2.68325
  -0.55694
   1.53420
   0.91720
  -0.26048
  -2.39037
   1.31198
   1.17651
  -0.94058
   1.89943
  -0.82455
  -0.98397
   0.18554
   1.30630
   0.50292
  -1.58498
   0.17345
  -0.54205
   0.08143
   0.64270
   1.04226
   0.03606
  -3.16997
  -3.56051
  -3.04586
  -4.69983
  -2.00095
  -3.68982
  -4.12462
  -3.44044
  -4.84501
  -5.12987
  -4.07810
  -4.33444
  -4.69383
  -5.43399
  -4.94584
  -4.57178
  -3.99472
  -3.70451
  -4.53904
  -3.97364
  -4.79467
  -4.32174
  -2.78043
  -4.87002
Metropolis acceptance rate for gamma = 0.25597



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.30499
   0.75353
   2.71536
  -1.04625
   1.35800
   0.90708
   0.55150
  -1.89963
   1.83207
   1.16368
  -0.55670
   2.43716
  -0.84628
  -0.64802
   0.61639
   1.82589
   0.67957
  -0.87113
   0.27363
  -0.30501
   0.34315
   1.41509
   1.20270
   0.56675
  -3.23935
  -3.18497
  -2.99165
  -3.55772
  -2.08304
  -3.03681
  -3.76864
  -2.76870
  -4.31255
  -4.66037
  -3.65099
  -4.20925
  -4.71343
  -5.07967
  -3.88820
  -3.38077
  -3.23662
  -3.58960
  -3.22517
  -3.53623
  -4.29092
  -3.63278
  -2.41871
  -4.40960
Metropolis acceptance rate for gamma = 0.25613



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.63139
   0.08011
   3.04059
  -1.09157
   1.37740
   0.77988
   0.11974
  -1.70774
   1.27237
   1.03203
  -0.66560
   1.59458
  -0.66917
  -0.99723
   0.17080
   2.02627
   0.19524
  -1.37112
  -0.08169
  -0.20264
  -0.31056
   1.05740
   0.38706
  -0.54614
  -3.72404
  -3.51253
  -3.18948
  -4.24306
  -1.81983
  -3.54320
  -4.49688
  -3.07833
  -4.52829
  -4.53397
  -3.78553
  -4.28469
  -4.57116
  -5.43824
  -4.53292
  -4.06781
  -3.58052
  -4.17219
  -3.92315
  -4.33194
  -4.11882
  -3.85440
  -2.93139
  -4.49340
Metropolis acceptance rate for gamma = 0.25611



MCMCoprobit iteration 940001 of 1050000 
beta = 
   4.54696
   0.85986
   3.01542
  -1.32940
   1.61767
   1.23778
   0.18004
  -1.55118
   1.91477
   1.07230
  -0.22050
   1.97231
  -0.76368
  -0.62755
   0.57819
   1.39390
   0.56778
  -1.22132
   0.59633
  -0.01187
   0.33351
   1.93265
   0.86111
   0.42603
  -3.43980
  -3.57237
  -3.41292
  -3.76832
  -1.92148
  -3.71280
  -4.44722
  -2.66427
  -4.09795
  -4.62991
  -3.27861
  -3.47367
  -5.56118
  -5.01273
  -4.48515
  -3.64797
  -3.41305
  -3.82123
  -3.81677
  -3.26688
  -4.46169
  -3.74762
  -2.71161
  -4.15669
Metropolis acceptance rate for gamma = 0.25615



MCMCoprobit iteration 950001 of 1050000 
beta = 
   4.25638
   1.39964
   2.81135
  -0.68773
   1.96459
   1.54345
   0.63902
  -1.52644
   1.88984
   1.39341
  -0.14593
   2.53038
  -0.62845
  -0.59823
   0.80074
   2.10541
   1.36788
  -0.83802
   0.45172
   0.47688
   0.57082
   1.70932
   1.06315
   0.79870
  -3.70537
  -3.44238
  -2.50869
  -3.73309
  -1.98437
  -3.14167
  -3.55857
  -2.29163
  -4.22000
  -3.77493
  -3.16908
  -4.11630
  -4.86988
  -5.45448
  -4.19669
  -4.19870
  -3.25749
  -3.52173
  -3.95776
  -3.07331
  -3.55785
  -3.42207
  -2.19306
  -3.72360
Metropolis acceptance rate for gamma = 0.25624



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.87791
   0.26630
   2.54617
  -1.12996
   1.34407
   0.84330
  -0.02618
  -2.33106
   1.00471
   0.60569
  -0.77578
   1.44429
  -1.13697
  -1.63049
   0.36133
   1.35819
   0.44765
  -1.32998
  -0.04981
  -0.94034
   0.46636
   0.74915
   0.43910
  -0.08571
  -3.75529
  -4.05055
  -3.46730
  -4.61112
  -2.60659
  -3.79116
  -4.82886
  -3.71651
  -4.45655
  -5.56998
  -4.10794
  -4.39792
  -5.14790
  -6.01628
  -5.25770
  -4.27803
  -4.08478
  -4.19432
  -4.31753
  -3.92423
  -5.03193
  -3.77372
  -3.26675
  -4.60351
Metropolis acceptance rate for gamma = 0.25622



MCMCoprobit iteration 970001 of 1050000 
beta = 
   5.02106
   0.24853
   3.28751
  -1.21018
   1.32661
   0.17739
  -0.01223
  -2.33959
   0.95989
   0.61533
  -1.29438
   1.53384
  -1.29136
  -1.20809
  -0.38262
   1.03838
  -0.06120
  -1.73410
   0.07044
  -0.89239
   0.19554
   0.63285
   0.86793
  -0.18903
  -3.85100
  -3.84806
  -3.27361
  -4.30558
  -2.80891
  -4.04787
  -4.73066
  -3.44804
  -5.06133
  -5.59626
  -3.82333
  -4.70902
  -5.45973
  -6.09224
  -5.16428
  -4.85290
  -4.01506
  -4.29384
  -4.22181
  -3.95937
  -4.97245
  -4.59485
  -3.26349
  -4.79524
Metropolis acceptance rate for gamma = 0.25623



MCMCoprobit iteration 980001 of 1050000 
beta = 
   4.44981
   0.90612
   3.43088
  -0.58662
   1.54489
   0.77835
  -0.01433
  -2.08222
   1.65801
   1.00495
  -0.79737
   1.87171
  -0.83310
  -1.02531
   0.75436
   1.51672
   0.33934
  -1.48315
   0.12585
  -0.52076
   0.45960
   0.77158
   1.05451
   0.23898
  -3.60787
  -3.31518
  -2.98111
  -3.82347
  -2.20019
  -3.42451
  -4.54741
  -3.01968
  -4.05583
  -4.74541
  -3.50561
  -3.84335
  -4.86715
  -6.03814
  -3.97645
  -3.98239
  -3.68761
  -3.31483
  -3.83981
  -3.76386
  -4.87671
  -3.83248
  -2.76595
  -4.46804
Metropolis acceptance rate for gamma = 0.25624



MCMCoprobit iteration 990001 of 1050000 
beta = 
   4.59310
   0.85851
   2.80865
  -1.27173
   1.36370
   1.07320
   0.00896
  -2.24514
   1.14190
   1.14553
  -0.45214
   1.67448
  -1.28763
  -1.04052
   0.25797
   1.36847
   0.73640
  -1.32549
   0.18677
  -0.30132
   0.43205
   1.08257
   1.38427
  -0.22977
  -3.63568
  -3.49403
  -2.63491
  -3.77454
  -2.58538
  -3.54495
  -4.20505
  -3.13621
  -4.64682
  -4.36233
  -3.83848
  -4.21342
  -5.39198
  -5.59520
  -4.68997
  -4.31692
  -3.90609
  -3.80745
  -4.26610
  -4.15705
  -4.16902
  -3.85845
  -2.97168
  -4.31116
Metropolis acceptance rate for gamma = 0.25620



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.19143
   1.08235
   3.28569
  -0.92613
   1.79628
   0.78528
   0.31167
  -1.52052
   1.99651
   1.30422
  -0.19609
   2.49037
  -0.25389
  -0.77087
   0.82147
   1.70525
   0.92213
  -0.81485
   0.76944
   0.06429
   0.63854
   1.66599
   1.11817
   0.30358
  -2.95361
  -3.05176
  -2.57098
  -3.69456
  -1.75345
  -3.00691
  -4.36235
  -2.67917
  -4.03463
  -4.50272
  -3.52096
  -3.95612
  -4.78241
  -4.67358
  -4.34030
  -3.87341
  -3.75356
  -3.65583
  -3.63514
  -2.85481
  -4.25113
  -3.56831
  -2.48891
  -3.80733
Metropolis acceptance rate for gamma = 0.25620



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   4.55492
   0.07292
   2.31135
  -0.98613
   1.62081
   0.65188
  -0.01117
  -1.80677
   1.26282
   0.69579
  -0.44443
   1.77245
  -1.23420
  -1.04257
   0.36819
   1.96406
   0.53500
  -1.81711
  -0.04336
  -0.38504
   0.42441
   0.55303
   1.14961
   0.06469
  -3.44494
  -3.39044
  -2.90828
  -3.99349
  -2.41302
  -3.38965
  -4.07166
  -3.10491
  -4.36389
  -4.99452
  -3.70331
  -4.12319
  -5.27417
  -5.55450
  -4.39191
  -3.91577
  -3.69794
  -4.05988
  -4.00519
  -3.22447
  -4.79385
  -4.11402
  -2.85628
  -4.21761
Metropolis acceptance rate for gamma = 0.25624



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.47884
   1.10443
   3.00268
  -1.10925
   1.76630
   0.92783
   0.19196
  -1.72646
   1.80355
   1.14694
  -0.66124
   1.78075
  -0.73570
  -1.08478
   0.37350
   1.98534
   0.67464
  -1.00520
   0.35897
  -0.43790
   0.92806
   1.63077
   1.46274
  -0.06955
  -3.84630
  -3.42929
  -2.85897
  -3.85434
  -1.97164
  -2.99389
  -3.87407
  -2.71714
  -4.68564
  -4.53813
  -3.58271
  -3.97840
  -5.47428
  -5.27664
  -4.13644
  -3.70656
  -3.44931
  -3.60909
  -4.00057
  -3.51005
  -4.46034
  -3.69256
  -2.70758
  -3.93137
Metropolis acceptance rate for gamma = 0.25614



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   4.42408
   0.98246
   2.93944
  -0.95419
   1.31035
   0.59460
   0.05136
  -1.85997
   1.11648
   1.02103
  -0.33511
   2.04153
  -1.23039
  -0.98390
   0.36600
   1.07748
   0.59640
  -1.46830
  -0.05767
  -0.90346
   0.53259
   1.56579
   1.01067
   0.12887
  -3.25374
  -3.26471
  -3.11128
  -3.65216
  -2.27524
  -3.20502
  -4.15451
  -3.17713
  -3.63712
  -4.65375
  -3.84412
  -4.16458
  -4.93859
  -5.62508
  -4.05025
  -4.15582
  -2.82055
  -3.82421
  -4.07026
  -3.07395
  -4.32868
  -3.83147
  -2.89523
  -3.88399
Metropolis acceptance rate for gamma = 0.25612



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   3.80679
   1.42405
   3.28338
  -0.61047
   1.39570
   1.39765
   0.57919
  -1.41926
   2.54362
   1.95290
   0.25343
   2.43790
  -0.32090
  -0.73389
   1.25328
   2.22257
   1.10464
  -0.73065
   1.36256
   0.31703
   1.07473
   1.84374
   1.65475
   0.75277
  -2.57807
  -2.60491
  -2.48754
  -2.81816
  -1.47176
  -2.90940
  -3.57855
  -2.26972
  -3.54231
  -4.19311
  -2.90769
  -3.50300
  -4.07580
  -4.82789
  -3.85573
  -3.72350
  -3.09590
  -3.25655
  -3.22565
  -3.37586
  -3.47484
  -3.52565
  -2.50121
  -3.53751
Metropolis acceptance rate for gamma = 0.25607



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.25602
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(b1.M1.out, file="MM3.2.b1.M1.out.Rda")
> 
> proc.time()
    user   system  elapsed 
1152.968    5.744 1392.925 
